{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# `prettyplotlib.scatter`: A motivating example\n",
      "\n",
      "The default `matplotlib` color cycle is not pretty to look at ... It was taken from MATLAB's color cycle. \n",
      "\n",
      "Need to do the `matplotlib` example first because `prettyplotlib` changes the default color cycle to a nicer one, from [ColorBrewer](http://bl.ocks.org/mbostock/5577023)'s Set2. What's even worse is that if you just do a `scatter` plot, then it doesn't cycle at all..."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    ax.scatter(x, y, label=str(i))\n",
      "ax.legend()\n",
      "    \n",
      "ax.set_title('prettyplotlib `scatter` example\\nshowing default matplotlib `scatter`')\n",
      "fig.savefig('scatter_matplotlib_default.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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xyopuUUITFRQUbuGFF4aid+/6cHYOhKurFx5/PBEzZkx70GIp3AcKZZkPHjwY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Isvvuh7/wOKrl1APD6CwsLm5OefQDrdlpNOmkw8niAC/FrM+hGLFX5rdSmAiy++lFSqLzr5LCWZ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\n2ZRko3qUJhfa+aMV4UdSYv5LK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44rADqZ69ChQ8cVgP8H0Tjotrb+1lsAAAAA\nSUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1111f9290>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Before `prettyplotlib`: how to make nice plots\n",
      "\n",
      "Now I'm going to take you through ALL the steps I used to take to make nice looking plots.\n",
      "\n"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "First, change the colors with `brewer2mpl`:\n",
      "\n",
      "    # Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n",
      "    set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "    ...\n",
      "    color = set2[i]\n",
      "    ax.scatter(x, y, label=str(i), facecolor=color)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "import brewer2mpl\n",
      "\n",
      "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n",
      "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    color = set2[i]\n",
      "    ax.scatter(x, y, label=str(i), color=color)\n",
      "    \n",
      "fig.savefig('scatter_matplotlib_improved_01_changed_colors.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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5lO9CSolr223OaehOZFlYlnVbuVUaEfJK2j83kEwm2b17N+fOnWt/gSvsMK1Q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OmQdpeDPo8bq9Hkt93hcXGkuRpN6BTFpNDp6qPD5fCW80UQbQ3z1aRZkpxLqNHCh02VWI0mbk8r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\n/wcP1pytHcUOggAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1112d5f50>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This looks nice, almost like an impressionist painting, but it's still hard to see overlaps here. So let's fill the symbols with `0.5` opacity using `alpha=0.5`.\n",
      "\n",
      "    ax.scatter(x, y, label=str(i), color=color, alpha=0.5)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "import brewer2mpl\n",
      "\n",
      "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n",
      "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    color = set2[i]\n",
      "    ax.scatter(x, y, label=str(i), color=color, alpha=0.5)\n",
      "    \n",
      "fig.savefig('scatter_matplotlib_improved_02_added_alpha.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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BuW6Xm18UHAKFLZKLrCB1PlGgSLKrC7qTuugzMzMMh0NefPFF2u02SilOnDhx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5AAAg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\nNcD/AwShTDEECQu9AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1111e0550>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This is still pretty lovely and impressionist-y but I still didn't like that it was hard to see when the dots overlapped. So let's add a black outline, and specify that `color` is just the `facecolor`:\n",
      "\n",
      "    ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "import brewer2mpl\n",
      "\n",
      "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n",
      "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    color = set2[i]\n",
      "    ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color)\n",
      "    \n",
      "fig.savefig('scatter_matplotlib_improved_03_added_outline.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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aWlro6+vj4sWL9PX14Rix4/d5iUYiJJNJ3G43CxcuZGpykoqKchxjIyxbtpxMiwWNRsPk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\nrkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1112af950>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Ack, but those lines are too thick ... let's think them down to `linewidth=0.15`\n",
      "    \n",
      "    ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color, linewidth=0.15)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "import brewer2mpl\n",
      "\n",
      "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n",
      "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    color = set2[i]\n",
      "    ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color, linewidth=0.15)\n",
      "fig.savefig('scatter_matplotlib_improved_04_thinned_outline.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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+6J7nsbq6es+o+3dvHrp8+TJxHAM8ccsrcjHPeaIQlCXC6DUUeSHoXlyn8hbb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\nCKuf7AAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1111f3b90>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "*Now* we're getting somewhere. This looks very lovely. Don't you want to just cuddle up with that cute plot?\n",
      "\n",
      "What are those top and right axes lines really doing for us? They're boxing the data in, but we can do that with our eyes from the other axis lines. So let's remove the top and right axis lines using `ax.spines`:\n",
      "\n",
      "    # Remove top and right axes lines (\"spines\")\n",
      "    spines_to_remove = ['top', 'right']\n",
      "    for spine in spines_to_remove:\n",
      "        ax.spines[spine].set_visible(False)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "import brewer2mpl\n",
      "\n",
      "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n",
      "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    color = set2[i]\n",
      "    ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color, linewidth=0.15)\n",
      "\n",
      "# Remove top and right axes lines (\"spines\")\n",
      "spines_to_remove = ['top', 'right']\n",
      "for spine in spines_to_remove:\n",
      "    ax.spines[spine].set_visible(False)\n",
      "fig.savefig('scatter_matplotlib_improved_05_removed_top_right_spines.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RIppOQ3rdLlJZJZgdoywtcXh4SL/fz3zQPc9jdXX1DpuQ7988dPHiReI4BvjA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\nBG4D/z884CyTY5MFBgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1112db610>"
       ]
      }
     ],
     "prompt_number": "*"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Oops, but we still have the ticks on the top and right axes. We'll need to get rid of them. Actually, why don't we just get rid of all ticks altogether? We can tell by the position of the number where it indicates, so we don't need an additional tick.\n",
      "\n",
      "    # Get rid of ticks. The position of the numbers is informative enough of\n",
      "    # the position of the value.\n",
      "    ax.xaxis.set_ticks_position('none')\n",
      "    ax.yaxis.set_ticks_position('none')"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "import brewer2mpl\n",
      "\n",
      "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n",
      "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    color = set2[i]\n",
      "    ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color, linewidth=0.15)\n",
      "\n",
      "# Remove top and right axes lines (\"spines\")\n",
      "spines_to_remove = ['top', 'right']\n",
      "for spine in spines_to_remove:\n",
      "    ax.spines[spine].set_visible(False)\n",
      "\n",
      "# Get rid of ticks. The position of the numbers is informative enough of\n",
      "# the position of the value.\n",
      "ax.xaxis.set_ticks_position('none')\n",
      "ax.yaxis.set_ticks_position('none')\n",
      "fig.savefig('scatter_matplotlib_improved_06_removed_ticks.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Ahh, much better. But we won't stop there. Now we'll tweak the remaining pieces of the figure. For the rest of the spines, let's thin the line down to `0.5` points instead of the default `1.0` points. Also, we'll change it from pure black to a slightly lighter dark grey. Here they are side by side:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig, axes = plt.subplots(2)\n",
      "axes[0].set_axis_bgcolor('black')\n",
      "axes[0].text(0.5, 0.5, 'black', color='white', fontsize=24, va='center', ha='center')\n",
      "axes[1].set_axis_bgcolor('#262626')\n",
      "axes[1].text(0.5, 0.5, 'almost black', fontsize=24, color='white', va='center', ha='center')\n",
      "fig.savefig('black_vs_almost_black.png')\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "So not a *huge* difference, and the dark grey still looks pretty black, but it's [a little more pleasant on the eyes](http://ianstormtaylor.com/design-tip-never-use-black/) to use a dark grey instead of black. There's very few things in nature that are truly black. Just look at shadows! They're just dark grey, or blue, or red or purple. But I digress. Back to plotting libraries...\n",
      "\n",
      "To change the $x$-axis and $y$-axis line colors, and the outlines of the scatter sybmols from black to dark grey, we'll do:\n",
      "\n",
      "    # For remaining spines, thin out their line and change the black to a slightly off-black dark grey\n",
      "    almost_black = '#262626'\n",
      "    ...\n",
      "        ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color, linewidth=0.15)`\n",
      "    ...\n",
      "    spines_to_keep = ['bottom', 'left']\n",
      "    for spine in spines_to_keep:\n",
      "        ax.spines[spine].set_linewidth(0.5)\n",
      "        ax.spines[spine].set_color(almost_black)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "import brewer2mpl\n",
      "\n",
      "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n",
      "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "# Save a nice dark grey as a variable\n",
      "almost_black = '#262626'\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    color = set2[i]\n",
      "    ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor=almost_black, facecolor=color, linewidth=0.15)\n",
      "\n",
      "# Remove top and right axes lines (\"spines\")\n",
      "spines_to_remove = ['top', 'right']\n",
      "for spine in spines_to_remove:\n",
      "    ax.spines[spine].set_visible(False)\n",
      "\n",
      "# Get rid of ticks. The position of the numbers is informative enough of\n",
      "# the position of the value.\n",
      "ax.xaxis.set_ticks_position('none')\n",
      "ax.yaxis.set_ticks_position('none')\n",
      "\n",
      "# For remaining spines, thin out their line and change the black to a slightly off-black dark grey\n",
      "spines_to_keep = ['bottom', 'left']\n",
      "for spine in spines_to_keep:\n",
      "    ax.spines[spine].set_linewidth(0.5)\n",
      "    ax.spines[spine].set_color(almost_black)\n",
      "fig.savefig('scatter_matplotlib_improved_07_axis_black_to_almost_black.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This is nice. But if you look closely, the tick labels are still black :(  We have to change them separately, using\n",
      "\n",
      "    # Change the labels to the off-black\n",
      "    ax.xaxis.label.set_color(almost_black)\n",
      "    ax.yaxis.label.set_color(almost_black)\n",
      "\n",
      "And while we're at it, let's add a title and make it dark grey too.\n",
      "\n",
      "    # Change the axis title to off-black\n",
      "    ax.title.set_color(almost_black)\n",
      "    \n",
      "    ax.set_title('prettyplotlib `scatter` example\\nshowing improved matplotlib `scatter`')"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "import brewer2mpl\n",
      "\n",
      "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n",
      "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "# Save a nice dark grey as a variable\n",
      "almost_black = '#262626'\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    color = set2[i]\n",
      "    ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor=almost_black, facecolor=color, linewidth=0.15)\n",
      "\n",
      "# Remove top and right axes lines (\"spines\")\n",
      "spines_to_remove = ['top', 'right']\n",
      "for spine in spines_to_remove:\n",
      "    ax.spines[spine].set_visible(False)\n",
      "\n",
      "# Get rid of ticks. The position of the numbers is informative enough of\n",
      "# the position of the value.\n",
      "ax.xaxis.set_ticks_position('none')\n",
      "ax.yaxis.set_ticks_position('none')\n",
      "\n",
      "# For remaining spines, thin out their line and change the black to a slightly off-black dark grey\n",
      "spines_to_keep = ['bottom', 'left']\n",
      "for spine in spines_to_keep:\n",
      "    ax.spines[spine].set_linewidth(0.5)\n",
      "    ax.spines[spine].set_color(almost_black)\n",
      "\n",
      "# Change the labels to the off-black\n",
      "ax.xaxis.label.set_color(almost_black)\n",
      "ax.yaxis.label.set_color(almost_black)\n",
      "\n",
      "# Change the axis title to off-black\n",
      "ax.title.set_color(almost_black)\n",
      "\n",
      "ax.set_title('prettyplotlib `scatter` example\\nshowing improved matplotlib `scatter`')\n",
      "fig.savefig('scatter_matplotlib_improved_08_labels_black_to_almost_black.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "If you remember in the original example, we also had an axis legend, using\n",
      "\n",
      "    ax.legend()"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "import brewer2mpl\n",
      "\n",
      "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n",
      "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "# Save a nice dark grey as a variable\n",
      "almost_black = '#262626'\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    color = set2[i]\n",
      "    ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor=almost_black, facecolor=color, linewidth=0.15)\n",
      "\n",
      "# Remove top and right axes lines (\"spines\")\n",
      "spines_to_remove = ['top', 'right']\n",
      "for spine in spines_to_remove:\n",
      "    ax.spines[spine].set_visible(False)\n",
      "\n",
      "# Get rid of ticks. The position of the numbers is informative enough of\n",
      "# the position of the value.\n",
      "ax.xaxis.set_ticks_position('none')\n",
      "ax.yaxis.set_ticks_position('none')\n",
      "\n",
      "# For remaining spines, thin out their line and change the black to a slightly off-black dark grey\n",
      "almost_black = '#262626'\n",
      "spines_to_keep = ['bottom', 'left']\n",
      "for spine in spines_to_keep:\n",
      "    ax.spines[spine].set_linewidth(0.5)\n",
      "    ax.spines[spine].set_color(almost_black)\n",
      "\n",
      "# Change the labels to the off-black\n",
      "ax.xaxis.label.set_color(almost_black)\n",
      "ax.yaxis.label.set_color(almost_black)\n",
      "\n",
      "# Change the axis title to off-black\n",
      "ax.title.set_color(almost_black)\n",
      "\n",
      "ax.legend()\n",
      "    \n",
      "ax.set_title('prettyplotlib `scatter` example\\nshowing improved matplotlib `scatter`')\n",
      "fig.savefig('scatter_matplotlib_improved_09_ugly_legend.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "There are many things I don't like about this legend. \n",
      "\n",
      "1. First of all, why does it have such a thick border line? What does that really add to our interpretation of the legend? The black line is so thick that it distracts from what we're trying to portray - which label goes with which color.\n",
      "2. Why does it show three points? Does this legend think I'm dumb and can't figure out which symbol goes with which label after one iteration, so it does it three times?\n",
      "3. Finally, the legend labels are pure black. Maybe you notice it too, after comparing to $x$-axis and $y$-axis lines and labels.\n",
      "\n",
      "We'll accomplish these three things using this code:\n",
      "\n",
      "    # Remove the line around the legend box, and instead fill it with a light grey\n",
      "    # Also only use one point for the scatterplot legend because the user will \n",
      "    # get the idea after just one, they don't need three.\n",
      "    light_grey = np.array([float(248)/float(255)]*3)\n",
      "    legend = ax.legend(frameon=True, scatterpoints=1, fontcolor=almost_black)\n",
      "    rect = legend.get_frame()\n",
      "    rect.set_facecolor(light_grey)\n",
      "    rect.set_linewidth(0.0)\n",
      "   \n",
      "    # Change the legend label colors to almost black, too\n",
      "    texts = legend.texts\n",
      "    for t in texts:\n",
      "        t.set_color(almost_black)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as mpl_plt\n",
      "import brewer2mpl\n",
      "\n",
      "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n",
      "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "# Save a nice dark grey as a variable\n",
      "almost_black = '#262626'\n",
      "\n",
      "fig, ax = mpl_plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    color = set2[i]\n",
      "    ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor=almost_black, facecolor=color, linewidth=0.15)\n",
      "\n",
      "# Remove top and right axes lines (\"spines\")\n",
      "spines_to_remove = ['top', 'right']\n",
      "for spine in spines_to_remove:\n",
      "    ax.spines[spine].set_visible(False)\n",
      "\n",
      "# Get rid of ticks. The position of the numbers is informative enough of\n",
      "# the position of the value.\n",
      "ax.xaxis.set_ticks_position('none')\n",
      "ax.yaxis.set_ticks_position('none')\n",
      "\n",
      "# For remaining spines, thin out their line and change the black to a slightly off-black dark grey\n",
      "almost_black = '#262626'\n",
      "spines_to_keep = ['bottom', 'left']\n",
      "for spine in spines_to_keep:\n",
      "    ax.spines[spine].set_linewidth(0.5)\n",
      "    ax.spines[spine].set_color(almost_black)\n",
      "\n",
      "# Change the labels to the off-black\n",
      "ax.xaxis.label.set_color(almost_black)\n",
      "ax.yaxis.label.set_color(almost_black)\n",
      "\n",
      "# Change the axis title to off-black\n",
      "ax.title.set_color(almost_black)\n",
      "\n",
      "# Remove the line around the legend box, and instead fill it with a light grey\n",
      "# Also only use one point for the scatterplot legend because the user will \n",
      "# get the idea after just one, they don't need three.\n",
      "light_grey = np.array([float(248)/float(255)]*3)\n",
      "legend = ax.legend(frameon=True, scatterpoints=1)\n",
      "rect = legend.get_frame()\n",
      "rect.set_facecolor(light_grey)\n",
      "rect.set_linewidth(0.0)\n",
      "\n",
      "# Change the legend label colors to almost black, too\n",
      "texts = legend.texts\n",
      "for t in texts:\n",
      "    t.set_color(almost_black)\n",
      "\n",
      "    \n",
      "ax.set_title('prettyplotlib `scatter` example\\nshowing improved matplotlib `scatter`')\n",
      "fig.savefig('scatter_matplotlib_improved_10_pretty_legend.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Aaaaaaaaaaand I got tired of doing all those steps, EVERY time. So I wrote [`prettyplotlib`](http://github.com/olgabot/prettyplotlib). Here's an illustratitive example of how awesome `prettyplotlib` is, and how it will save all the time you spent agonizing over making your `matplotlib` plots beautiful."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pdb"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "import matplotlib.pyplot as plt\n",
      "\n",
      "# This is \"import matplotlib as mpl\" from the prettyplotlib library\n",
      "from prettyplotlib import mpl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = plt.subplots(1)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    ppl.scatter(ax, x, y, label=str(i))\n",
      "    \n",
      "ppl.legend(ax)\n",
      "    \n",
      "ax.set_title('prettyplotlib `scatter` example\\nshowing default color cycle and scatter params')\n",
      "fig.savefig('scatter_prettyplotlib_default.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The only commands that were different from the very first example with matplotlib are:\n",
      "\n",
      "    ppl.scatter(ax, x, y, label=str(i), facecolor='none')\n",
      "\n",
      "instead of:\n",
      "\n",
      "    ax.scatter(x, y, label=str(i))\n",
      "    \n",
      "And a different legend command:\n",
      "\n",
      "    ppl.legend(ax)\n",
      "    \n",
      "instead of:\n",
      "\n",
      "    ax.legend()\n",
      "    \n",
      "If you ***really*** want to get the original matplotlib style back in prettyplotlib, you can do:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "import matplotlib.pyplot as plt\n",
      "from prettyplotlib import mpl\n",
      "from prettyplotlib import brewer2mpl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "fig, ax = plt.subplots(1)\n",
      "\n",
      "#mpl.rcParams['axis.color_cycle'] = ['blue']\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    ax.scatter(x, y, label=str(i), facecolor='blue', edgecolor='black', linewidth=1)\n",
      "    \n",
      "# Get back the top and right axes lines (\"spines\")\n",
      "spines_to_remove = ['top', 'right']\n",
      "for spine in spines_to_remove:\n",
      "    ax.spines[spine].set_visible(True)\n",
      "    \n",
      "# Get back the ticks. The position of the numbers is informative enough of\n",
      "# the position of the value.\n",
      "ax.xaxis.set_ticks_position('both')\n",
      "ax.yaxis.set_ticks_position('both')\n",
      "\n",
      "# For all the spines, make their line thicker and return them to be black\n",
      "all_spines = ['top', 'left', 'bottom', 'right']\n",
      "for spine in all_spines:\n",
      "    ax.spines[spine].set_linewidth(1.0)\n",
      "    ax.spines[spine].set_color('black')\n",
      "\n",
      "# Change the labels back to black\n",
      "ax.xaxis.label.set_color('black')\n",
      "ax.yaxis.label.set_color('black')\n",
      "\n",
      "# Change the axis title also back to black\n",
      "ax.title.set_color('black')\n",
      "\n",
      "# Remove the line around the legend box, and instead fill it with a light grey\n",
      "# Also only use one point for the scatterplot legend because the user will \n",
      "# get the idea after just one, they don't need three.\n",
      "ax.legend()\n",
      "    \n",
      "ax.set_title('prettyplotlib `scatter` example\\nrevert everything back to default matplotlib parameters')\n",
      "fig.savefig('scatter_prettyplotlib_back_to_matplotlib_default.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Notice that the default calls of `ax.scatter` and `ax.legend` do the usual thing. This is important, because for `prettyplotlib` to work, you'll need to use a syntax that's different from the usual `matplotlib` one:  `ppl.scatter(ax, x, y...)` instead of `ax.scatter(x, y, ...)`\n",
      "\n",
      "\n",
      "## That's all, folks!\n",
      "\n",
      "That's my introduction to `prettyplotlib` and why you need it. There are similar examples for the other functions, but this one for `ppl.scatter` is the most extensive."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## New syntax: don't need to supply ax!"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "import matplotlib.pyplot as plt\n",
      "\n",
      "# This is \"import matplotlib as mpl\" from the prettyplotlib library\n",
      "from prettyplotlib import mpl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    ax = ppl.scatter(x, y, label=str(i))\n",
      "    \n",
      "ppl.legend(ax)\n",
      "    \n",
      "ax.set_title('prettyplotlib `scatter` example\\nshowing default color cycle and scatter params')\n",
      "fig.savefig('scatter_prettyplotlib_default.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}